I'm gonna put this one here, this is the building where they filmed. The exact location is an University at Bute Street, Cardiff. This is where all the 'action' starts, you can see a tiny Benedict emerging from it shortly after touching up his makeup. According to fans on location, spoilers here, highlight to view: Apparently Sherlock is undercover.